Publications
Sliding Mode Stabilization of Memristive Neural Networks With Leakage Delays and Control Disturbance." Ieee Transactions on Neural Networks and Learning Systems 32, no. 3 (2021): 1254-1263.
"Soteria: Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective." In Proceedings of the Ieee Computer Society Conference on Computer Vision and Pattern Recognition, 9307-9315. 2021.
"TPrune: Efficient Transformer Pruning for Mobile Devices." Acm Transactions on Cyber Physical Systems 5, no. 3 (2021).
"Training SAR-ATR Models for Reliable Operation in Open-World Environments." Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14 (2021): 3954-3966.
"VD-GAN: A Unified Framework for Joint Prototype and Representation Learning from Contaminated Single Sample per Person." Ieee Transactions on Information Forensics and Security 16 (2021): 2246-2259.
"A 1.041-Mb/mm227.38-TOPS/W Signed-INT8 Dynamic-Logic-Based ADC-less SRAM Compute-in-Memory Macro in 28nm with Reconfigurable Bitwise Operation for AI and Embedded Applications." In Digest of Technical Papers Ieee International Solid State Circuits Conference, 188-190. Vol. 2022-February. 2022.
"The 5th Artificial Intelligence of Things (AIoT) Workshop." In Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 4912-4913. 2022.
"Accelerating Large-Scale Graph Neural Network Training on Crossbar Diet." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 11 (2022): 3626-3637.
"ASTERS: Adaptable Threshold Spike-timing Neuromorphic Design with Twin-Column ReRAM Synapses." In Proceedings Design Automation Conference, 1099-1104. 2022.
"An Audio Frequency Unfolding Framework for Ultra-Low Sampling Rate Sensors." In Proceedings International Symposium on Quality Electronic Design, Isqed. Vol. 2022-April. 2022.
"Bionic Robust Memristor-Based Artificial Nociception System for Robotics." In Proceedings Ieee International Symposium on Circuits and Systems, 3552-3556. Vol. 2022-May. 2022.
"Boosting the sensing granularity of acoustic signals by exploiting hardware non-linearity." In HotNets 2022 - Proceedings of the 2022 21st ACM Workshop on Hot Topics in Networks, 53-59. 2022.
"On Building Efficient and Robust Neural Network Designs." In Conference Record Asilomar Conference on Signals, Systems and Computers, 317-321. Vol. 2022-October. 2022.
"Cascading Structured Pruning: Enabling High Data Reuse for Sparse DNN Accelerators." In Proceedings International Symposium on Computer Architecture, 522-535. 2022.
"CMOS Implementation of Spiking Equilibrium Propagation for Real-Time Learning." In Proceeding - IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2022, 283-286. 2022.
"DEEP: Developing extremely efficient runtime on-chip power meters." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. 2022.
"Editorial: Machine learning for computational neural modeling and data analyses." Frontiers in Computational Neuroscience 16 (2022).
"FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning." In Proceedings of the Ieee Computer Society Conference on Computer Vision and Pattern Recognition, 10092-10101. Vol. 2022-June. 2022.
"FedSEA: A Semi-Asynchronous Federated Learning Framework for Extremely Heterogeneous Devices." In SenSys 2022 - Proceedings of the 20th ACM Conference on Embedded Networked Sensor Systems, 106-119. 2022.
"GraphFL: A Federated Learning Framework for Semi-Supervised Node Classification on Graphs." In Proceedings Ieee International Conference on Data Mining, Icdm, 498-507. Vol. 2022-November. 2022.
"Guest Editorial: IEEE TC Special Issue on Software, Hardware and Applications for Neuromorphic Computing." Ieee Transactions on Computers 71, no. 11 (2022): 2705-2706.
"Guest Editorial Special Issue on the International Symposium on Integrated Circuits and Systems - ISICAS 2022." Ieee Transactions on Circuits and Systems I: Regular Papers 69, no. 12 (2022): 4730.
"Guest Editors' Introduction: Near-Memory and In-Memory Processing." Ieee Design & Test 39, no. 2 (2022): 46-47.
"Harnessing optoelectronic noises in a photonic generative network." Science Advances 8, no. 3 (2022).
"HERO: Hessian-Enhanced Robust Optimization for Unifying and Improving Generalization and Quantization Performance." In Proceedings Design Automation Conference, 25-30. 2022.
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